TY - JOUR
T1 - A mathematical study on the spread of COVID-19 considering social distancing and rapid assessment
T2 - The case of Jakarta, Indonesia
AU - Aldila, Dipo
AU - Khoshnaw, Sarbaz H.A.
AU - Safitri, Egi
AU - Anwar, Yusril Rais
AU - Bakry, Aanisah R.Q.
AU - Samiadji, Brenda M.
AU - Anugerah, Demas A.
AU - GH, M. Farhan Alfarizi
AU - Ayulani, Indri D.
AU - Salim, Sheryl N.
N1 - Funding Information:
1st author is funded by Universitas Indonesia with PUTI KI Q2 research grant scheme, ID No : NKB-775/UN2.RST/HKP.05.00/2020.
Publisher Copyright:
© 2020 Elsevier Ltd
PY - 2020/10
Y1 - 2020/10
N2 - The aim of this study is to investigate the effects of rapid testing and social distancing in controlling the spread of COVID-19, particularly in the city of Jakarta, Indonesia. We formulate a modified susceptible exposed infectious recovered compartmental model considering asymptomatic individuals. Rapid testing is intended to trace the existence of asymptomatic infected individuals among the population. This asymptomatic class is categorized into two subclasses: detected and undetected asymptomatic individuals. Furthermore, the model considers the limitations of medical resources to treat an infected individual in a hospital. The model shows two types of equilibrium point: COVID-19 free and COVID-19 endemic. The COVID-19-free equilibrium point is locally and asymptotically stable if the basic reproduction number (R0) is less than unity. In contrast, COVID-19-endemic equilibrium always exists when R0>1. The model can also show a backward bifurcation at R0=1 whenever the treatment saturation parameter, which describes the hospital capacity, is larger than a specific threshold. To justify the model parameters, we use the incidence data from the city of Jakarta, Indonesia. The data pertain to infected individuals who self-isolate in their homes and visit the hospital for further treatment. Our numerical experiments indicate that strict social distancing has the potential to succeed in reducing and delaying the time of an outbreak. However, if the strict social distancing policy is relaxed, a massive rapid-test intervention should be conducted to avoid a large-scale outbreak in the future.
AB - The aim of this study is to investigate the effects of rapid testing and social distancing in controlling the spread of COVID-19, particularly in the city of Jakarta, Indonesia. We formulate a modified susceptible exposed infectious recovered compartmental model considering asymptomatic individuals. Rapid testing is intended to trace the existence of asymptomatic infected individuals among the population. This asymptomatic class is categorized into two subclasses: detected and undetected asymptomatic individuals. Furthermore, the model considers the limitations of medical resources to treat an infected individual in a hospital. The model shows two types of equilibrium point: COVID-19 free and COVID-19 endemic. The COVID-19-free equilibrium point is locally and asymptotically stable if the basic reproduction number (R0) is less than unity. In contrast, COVID-19-endemic equilibrium always exists when R0>1. The model can also show a backward bifurcation at R0=1 whenever the treatment saturation parameter, which describes the hospital capacity, is larger than a specific threshold. To justify the model parameters, we use the incidence data from the city of Jakarta, Indonesia. The data pertain to infected individuals who self-isolate in their homes and visit the hospital for further treatment. Our numerical experiments indicate that strict social distancing has the potential to succeed in reducing and delaying the time of an outbreak. However, if the strict social distancing policy is relaxed, a massive rapid-test intervention should be conducted to avoid a large-scale outbreak in the future.
KW - Asymptomatic cases
KW - Backward bifurcation
KW - Basic reproduction number
KW - COVID-19
KW - Rapid test
KW - Social distancing
UR - http://www.scopus.com/inward/record.url?scp=85088130714&partnerID=8YFLogxK
U2 - 10.1016/j.chaos.2020.110042
DO - 10.1016/j.chaos.2020.110042
M3 - Article
AN - SCOPUS:85088130714
SN - 0960-0779
VL - 139
JO - Chaos, Solitons and Fractals
JF - Chaos, Solitons and Fractals
M1 - 110042
ER -